Direct neuro-AVC modelling and control strategy for vibration suppression of a flexible plate structure
This paper investigates the development of a direct neuro-active vibration control (AVC) mechanism for vibration reduction of a flexible plate structure. A multi layer perceptron (MLP) neuro-controller is designed to characterise the ideal controller characteristic using an online adaptation and tra...
| Main Authors: | , |
|---|---|
| Format: | Conference or Workshop Item |
| Language: | English |
| Published: |
2003
|
| Subjects: | |
| Online Access: | http://eprints.utm.my/7104/2/IntanZaurah2003_DirectNeuro-AVCModellingControl.pdf |
| _version_ | 1825909992277934080 |
|---|---|
| author | Mat Darus, Intan Zaurah Tokhi, M. O. |
| author_facet | Mat Darus, Intan Zaurah Tokhi, M. O. |
| author_sort | Mat Darus, Intan Zaurah |
| collection | ePrints |
| description | This paper investigates the development of a direct neuro-active vibration control (AVC) mechanism for vibration reduction of a flexible plate structure. A multi layer perceptron (MLP) neuro-controller is designed to characterise the ideal controller characteristic using an online adaptation and training mechanism. The effectiveness of the MLP neurocontroller is then verified within the AVC system. The neuro-AVC algorithm thus developed is implemented within a flexible plate simulation environment and its performance in the reduction of deflection at the centre of the plate is assessed. The validation of the algorithm is presented in both the time and frequency domains. Investigations reveal that the developed direct neuro-AVC controller perform very well in the suppression of vibration of a flexible plate structure. |
| first_indexed | 2024-03-05T18:10:25Z |
| format | Conference or Workshop Item |
| id | utm.eprints-7104 |
| institution | Universiti Teknologi Malaysia - ePrints |
| language | English |
| last_indexed | 2024-03-05T18:10:25Z |
| publishDate | 2003 |
| record_format | dspace |
| spelling | utm.eprints-71042017-08-30T07:36:26Z http://eprints.utm.my/7104/ Direct neuro-AVC modelling and control strategy for vibration suppression of a flexible plate structure Mat Darus, Intan Zaurah Tokhi, M. O. TJ Mechanical engineering and machinery This paper investigates the development of a direct neuro-active vibration control (AVC) mechanism for vibration reduction of a flexible plate structure. A multi layer perceptron (MLP) neuro-controller is designed to characterise the ideal controller characteristic using an online adaptation and training mechanism. The effectiveness of the MLP neurocontroller is then verified within the AVC system. The neuro-AVC algorithm thus developed is implemented within a flexible plate simulation environment and its performance in the reduction of deflection at the centre of the plate is assessed. The validation of the algorithm is presented in both the time and frequency domains. Investigations reveal that the developed direct neuro-AVC controller perform very well in the suppression of vibration of a flexible plate structure. 2003-09-16 Conference or Workshop Item PeerReviewed application/pdf en http://eprints.utm.my/7104/2/IntanZaurah2003_DirectNeuro-AVCModellingControl.pdf Mat Darus, Intan Zaurah and Tokhi, M. O. (2003) Direct neuro-AVC modelling and control strategy for vibration suppression of a flexible plate structure. In: The 9th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA 2003), 16 - 19 September 2003, Lisbon, Portugal. http://dx.doi.org/10.1109/ETFA.2003.1248712 |
| spellingShingle | TJ Mechanical engineering and machinery Mat Darus, Intan Zaurah Tokhi, M. O. Direct neuro-AVC modelling and control strategy for vibration suppression of a flexible plate structure |
| title | Direct neuro-AVC modelling and control strategy for vibration suppression of a flexible plate structure |
| title_full | Direct neuro-AVC modelling and control strategy for vibration suppression of a flexible plate structure |
| title_fullStr | Direct neuro-AVC modelling and control strategy for vibration suppression of a flexible plate structure |
| title_full_unstemmed | Direct neuro-AVC modelling and control strategy for vibration suppression of a flexible plate structure |
| title_short | Direct neuro-AVC modelling and control strategy for vibration suppression of a flexible plate structure |
| title_sort | direct neuro avc modelling and control strategy for vibration suppression of a flexible plate structure |
| topic | TJ Mechanical engineering and machinery |
| url | http://eprints.utm.my/7104/2/IntanZaurah2003_DirectNeuro-AVCModellingControl.pdf |
| work_keys_str_mv | AT matdarusintanzaurah directneuroavcmodellingandcontrolstrategyforvibrationsuppressionofaflexibleplatestructure AT tokhimo directneuroavcmodellingandcontrolstrategyforvibrationsuppressionofaflexibleplatestructure |